{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib图鉴——进阶面积图\n",
    "\n",
    "## 公众号：可视化图鉴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.3\n",
      "1.1.5\n",
      "1.19.5\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__) #查看Matplotlib版本\n",
    "import pandas as pd\n",
    "print(pd.__version__) #查看pandas版本\n",
    "import numpy as np\n",
    "print(np.__version__) #查看numpy版本\n",
    "import matplotlib.pyplot as plt \n",
    "plt.rcParams['font.sans-serif'] = ['STHeiti'] #设置中文"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，代码在以下环境全部通过测试:\n",
    "- Python 3.7.1\n",
    "- Matplotlib == 3.3.3\n",
    "- pandas == 1.1.5\n",
    "- numpy == 1.19.5\n",
    "\n",
    "因版本不同，可能会有部分语法差异，如有报错，请先检查拼写及版本是否一致！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "import numpy as np\n",
    "from matplotlib.offsetbox import (TextArea, DrawingArea, OffsetImage,\n",
    "                                  AnnotationBbox)\n",
    "from matplotlib.cbook import get_sample_data\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei'] # 设置字体"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 506,
       "width": 708
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv('data.csv')\n",
    "data1 = pd.read_csv('data1.csv')\n",
    "followers = data['followers']\n",
    "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei']\n",
    "\n",
    "\n",
    "fig,ax=plt.subplots(figsize = (8,5),dpi=100) #创建画布\n",
    "\n",
    "\n",
    "plt.plot(followers,color = '#f58220', linewidth=1) #绘制折线图\n",
    "\n",
    "#修改坐标轴\n",
    "plt.gca().spines[\"top\"].set_alpha(0) \n",
    "plt.gca().spines[\"bottom\"].set_alpha(.3)\n",
    "plt.gca().spines[\"right\"].set_alpha(0)\n",
    "plt.gca().spines[\"left\"].set_alpha(0)\n",
    "\n",
    "plt.ylim(0,None)\n",
    "\n",
    "x = [i for i in range(361)]\n",
    "x1 = [i for i in range(16)]\n",
    "x2 = [i for i in range(16,36)]\n",
    "x3 = [i for i in range(36,134)]\n",
    "x4 = [i for i in range(134,322)]\n",
    "x5 = [i for i in range(322,361)]\n",
    "\n",
    "#ax.set_facecolor('none') #设置背景为透明\n",
    "\n",
    "\n",
    "#填充\n",
    "extent = [0, 365, 0, 33000]\n",
    "_, yv = np.meshgrid(np.linspace(0,1,210), np.linspace(0,1,90))\n",
    "ax.imshow(yv, cmap=mpl.cm.BuPu, origin='lower',alpha = 0.5, aspect = 'auto',extent = extent)\n",
    "\n",
    "ax.fill_between(data1['时间'], data1['累积关注人数'], 33000, color='white')\n",
    "\n",
    "#竖线\n",
    "ax.vlines(x = 16,ymin = 0,ymax = 100,color='black')\n",
    "ax.vlines(x = 36,ymin = 0,ymax = 1000,color='grey')\n",
    "ax.vlines(x = 132,ymin = 0,ymax = 10000,color='grey')\n",
    "ax.vlines(x = 322,ymin = 0,ymax = 30000, color = 'grey')\n",
    "\n",
    "gca = plt.gca()\n",
    "\n",
    "#修改x轴刻度\n",
    "label = ['2月7日','3月25日','5月13日','7月2日','8月21日','10月10日','11月29日','12月31日']\n",
    "plt.xticks(range(0,400,50), labels=label,rotation = 40,color = 'yellow',fontsize = 8)\n",
    " \n",
    "for xlabel_i in gca.axes.get_yticklabels():\n",
    "    xlabel_i.set_fontsize(0.0)\n",
    "    xlabel_i.set_visible(False)\n",
    "    \n",
    "for tick in gca.axes.get_yticklines():\n",
    "    tick.set_visible(False)\n",
    "\n",
    "ax.spines['bottom'].set_color('black')\n",
    "plt.tick_params(axis='x',colors='black')\n",
    "\n",
    "\n",
    "#添加文字与箭头\n",
    "offsetbox = TextArea(\"3月11日，粉丝突破 1000\",textprops = dict(fontsize = 9))\n",
    "ab = AnnotationBbox(offsetbox,[30, 3000],\n",
    "                    xybox=(-30., 90.),\n",
    "                    xycoords='data',\n",
    "                    boxcoords=\"offset points\",\n",
    "                    pad=0.5,\n",
    "                    arrowprops=dict(arrowstyle=\"->\",connectionstyle=\"angle3,angleA=70,angleB=-30\")\n",
    ")\n",
    "ax.add_artist(ab)\n",
    "\n",
    "\n",
    "offsetbox = TextArea(\"6月17日，粉丝突破 10000\",textprops = dict(fontsize = 9))\n",
    "ab = AnnotationBbox(offsetbox,[120, 11000],\n",
    "                    xybox=(-60., 100.),\n",
    "                    xycoords='data',\n",
    "                    boxcoords=\"offset points\",\n",
    "                    pad=0.5,\n",
    "                    arrowprops=dict(arrowstyle=\"->\",connectionstyle=\"angle3,angleA=75,angleB=-10\")\n",
    ")\n",
    "ax.add_artist(ab)\n",
    "\n",
    "offsetbox = TextArea(\"12月2日，粉丝突破 30000\",textprops = dict(fontsize = 9))\n",
    "ab = AnnotationBbox(offsetbox,[320, 31000],\n",
    "                    xybox=(-60., 60.),\n",
    "                    xycoords='data',\n",
    "                    boxcoords=\"offset points\",\n",
    "                    pad=0.5,\n",
    "                    arrowprops=dict(arrowstyle=\"->\",connectionstyle=\"angle3,angleA=190,angleB=60\")\n",
    ")\n",
    "ax.add_artist(ab)\n",
    "\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
